The pervasive nature of ad fraud poses a significant challenge to the digital advertising industry. This publisher monetization solutions comparative analysis investigates the diverse strategies employed by fraudsters and highlights their consequences on advertisers, publishers, and consumers. By comparing various deceptive practices across differe